The Lagrange dual function is a fundamental concept in optimization that transforms a constrained optimization problem into a potentially simpler dual problem by incorporating the constraints into the objective function using Lagrange multipliers. This approach not only provides bounds on the optimal value of the original problem but also facilitates insights into the problem's structure and properties through duality theory.